{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 19: Mean Entropic Drawdown at Risk (EDaR) Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4036%</td>\n",
       "      <td>1.9692%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1954%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3735%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4864%</td>\n",
       "      <td>-1.5878%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8856%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2844%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0216%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5675%</td>\n",
       "      <td>0.5288%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0256%  0.4057%  0.4036%  1.9692%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4864% -1.5878%  0.2412% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6851% -1.0216%  0.0915% -1.1791%  0.5675%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1954%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8856% -4.6058% -2.5394%  ... -2.2066% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5288%  0.6616%  0.0331%  ...  1.6436%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2409%  1.3735% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean EDaR Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Return/EDaR ratio.\n",
    "\n",
    "The Entropic Drawdown at Risk (EDaR) is a risk measure derived from Entropic Value at Risk, that I developed when you apply the EVaR to drawdowns distribution:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\text{EVaR}_{\\alpha}(X) & = \\inf_{z>0} \\left \\{z\\log \\left ( \\frac{1}{\\alpha} M_{\\text{DD}(X)} (\\frac{1}{z}) \\right ) \\right \\} \\\\\n",
    "\\text{DD}(X,j) & = \\max_{t \\in (0,j)} \\left ( \\sum_{i=0}^{t}X_{i} \\right )- \\sum_{i=0}^{j}X_{i} \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $M_{X} (t) = \\text{E} [e^{tX}]$ is the moment generating function and $\\alpha \\in [0,1]$ is the significance level.\n",
    "    \n",
    "In a similar way than Markowitz model, the mean EDaR model can be expressed as one of the following problems:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\min_{w,\\, z} & & \\mu w - \\lambda \\text{EDaR}_{\\alpha}(r w)\\\\\n",
    "& & & 1^{T}w = 1 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\max_{w,\\, z} & & \\frac{\\mu w - r_{f}}{\\lambda \\text{EDaR}_{\\alpha}(r w)}\\\\\n",
    "& & & 1^{T}w = 1 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\min_{w,\\, z} & & \\text{EDaR}_{\\alpha}(r w)\\\\\n",
    "& & & 1^{T}w = 1 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $z$ is the factor of EDaR, $w$ are the weights of assets, $\\mu$ is the mean vector, $\\lambda$ is the risk aversion factor, $r$ is the returns matrix and $r_{f}$ the risk free rate.\n",
    "\n",
    "It is recommended to use MOSEK to optimize EDaR, due to it requires exponential cone programming to solve the problem.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>42.7679%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.9792%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5009%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3961%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.6173%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
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      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 42.7679% 0.0000% 2.9792%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 0.5009% 0.0000% 0.0000% 0.0000% 0.0000% 0.3961%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.6173% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing EVaR \n",
    "port.alpha = 0.05 # Significance level for CVaR, EVaR y CDaR \n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'EDaR' # Risk measure used, this time will be EVaR\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean - Entropic Drawdown at Risk', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the drawdown risk measures\n",
    "\n",
    "ax = rp.plot_drawdown(returns=Y,\n",
    "                      w=w,\n",
    "                      alpha=0.05,\n",
    "                      height=8,\n",
    "                      width=10,\n",
    "                      height_ratios=[2, 3],\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>35.4966%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6251%</td>\n",
       "      <td>5.7584%</td>\n",
       "      <td>13.9721%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4229%</td>\n",
       "      <td>3.1937%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>42.9441%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7806%</td>\n",
       "      <td>1.3038%</td>\n",
       "      <td>2.6001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.5201%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.8441%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>42.9987%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.5775%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0054%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.1451%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.0531%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.3210%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>40.8562%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.6490%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7275%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0977%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.8182%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>42.0044%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.6449%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2934%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8488%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.0874%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE     HPQ  \\\n",
       "0 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 35.4966% 0.0000% 0.0000% 0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 42.9441% 0.0000% 0.0000% 0.0000%   \n",
       "2 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 42.9987% 0.0000% 0.5775% 0.0000%   \n",
       "3 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 40.8562% 0.0000% 2.6490% 0.0000%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 42.0044% 0.0000% 2.6449% 0.0000%   \n",
       "\n",
       "      JCI  ...      NI    PCAR      PSA     SEE       T     TGT     TMO  \\\n",
       "0 0.0000%  ... 2.6251% 5.7584% 13.9721% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "1 0.0000%  ... 2.7806% 1.3038%  2.6001% 0.0000% 0.0000% 1.5201% 0.0000%   \n",
       "2 0.0000%  ... 3.0054% 0.0000%  0.1451% 0.0000% 0.0000% 4.0531% 0.0000%   \n",
       "3 0.0000%  ... 2.7275% 0.0000%  0.0000% 0.0000% 0.0000% 1.0977% 0.0000%   \n",
       "4 0.0000%  ... 1.2934% 0.0000%  0.0000% 0.0000% 0.0000% 0.8488% 0.0000%   \n",
       "\n",
       "      TXT      VZ    ZION  \n",
       "0 0.0000% 8.4229% 3.1937%  \n",
       "1 0.0000% 6.8441% 0.0000%  \n",
       "2 0.0000% 5.3210% 0.0000%  \n",
       "3 0.0000% 5.8182% 0.0000%  \n",
       "4 0.0000% 3.0874% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 40 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for EDaR\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for EDaR.\n",
    "\n",
    "The risk parity portfolio for the EDaR risk measure is the solution of the problem:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\min_{w,\\, z} & & \\text{EDaR}_{\\alpha}(r w) - b \\ln(w)\\\\\n",
    "& & & 1^{T}w = 0 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $w$ are the weights of assets, $b$ is the vector of constraints, by default is a vector of 1/(number of assets)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>1.0521%</td>\n",
       "      <td>4.2259%</td>\n",
       "      <td>2.6895%</td>\n",
       "      <td>2.2434%</td>\n",
       "      <td>3.5913%</td>\n",
       "      <td>9.1446%</td>\n",
       "      <td>2.6435%</td>\n",
       "      <td>7.1228%</td>\n",
       "      <td>2.4262%</td>\n",
       "      <td>1.9664%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.4977%</td>\n",
       "      <td>2.2483%</td>\n",
       "      <td>12.5406%</td>\n",
       "      <td>2.3575%</td>\n",
       "      <td>3.0458%</td>\n",
       "      <td>1.7430%</td>\n",
       "      <td>3.9957%</td>\n",
       "      <td>1.3705%</td>\n",
       "      <td>11.0814%</td>\n",
       "      <td>2.4701%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 1.0521% 4.2259% 2.6895% 2.2434% 3.5913% 9.1446% 2.6435% 7.1228%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 2.4262% 1.9664%  ... 5.4977% 2.2483% 12.5406% 2.3575% 3.0458% 1.7430%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 3.9957% 1.3705% 11.0814% 2.4701%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity EDaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=8, width=12, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=12, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
